{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Road Line X Y Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#img_result = cv2.imread(' img_result.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x23da94e6580>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "original_img= cv2.imread('img_result.jpg')\n",
    "plt.imshow(original_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x23da981d520>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.resize(original_img,None,fx=0.8, fy=0.8, interpolation = cv2.INTER_CUBIC)\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.GaussianBlur(img,(3,3),0)\n",
    "img = cv2.GaussianBlur(img,(3,3),0)\n",
    "edges = cv2.Canny(img, 50, 150, apertureSize = 3)\n",
    "lines = cv2.HoughLines(edges,1,np.pi/180,118) #这里对最后一个参数使用了经验型的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "331.0\n",
      "0.017453292\n",
      "362.0\n",
      "0.017453292\n",
      "340.0\n",
      "1.6057029\n",
      "311.0\n",
      "1.6057029\n",
      "316.0\n",
      "1.5882496\n"
     ]
    }
   ],
   "source": [
    "result = img.copy()\n",
    "for line in lines:\n",
    "    rho = line[0][0]  #第一个元素是距离rho\n",
    "    theta= line[0][1] #第二个元素是角度theta\n",
    "    print (rho)\n",
    "    print (theta)\n",
    "    if  (theta < (np.pi/4. )) or (theta > (3.*np.pi/4.0)): #垂直直线\n",
    "        pt1 = (int(rho/np.cos(theta)),0)               #该直线与第一行的交点\n",
    "        #该直线与最后一行的焦点\n",
    "        pt2 = (int((rho-result.shape[0]*np.sin(theta))/np.cos(theta)),result.shape[0])\n",
    "        cv2.line( result, pt1, pt2, (255))             # 绘制一条白线\n",
    "    else:                                                  #水平直线\n",
    "        pt1 = (0,int(rho/np.sin(theta)))               # 该直线与第一列的交点\n",
    "        #该直线与最后一列的交点\n",
    "        pt2 = (result.shape[1], int((rho-result.shape[1]*np.cos(theta))/np.sin(theta)))\n",
    "        cv2.line(result, pt1, pt2, (255), 1)           # 绘制一条直线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "cv2.imshow('Canny', edges )\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x23dab576550>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "cv2.imshow('result', original_img)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x23dab5ccac0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cv2.imshow('x', x)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n",
    "\n",
    "plt.imshow(original_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
